Donella Locke became a real estate agent in an ill-fated attempt to rebuild her credit and get out of debt. In 2008, she was indicted on fourteen counts of wire fraud or aiding and abetting wire fraud in violation of 18 U.S.C. §§ 2 and 1343 — as well as a charge of conspiracy to commit wire fraud in violation of 18 U.S.C. § 371 — -for her role in several real estate transactions. At trial, the government presented evidence of only the five wire fraud counts in which Locke was the principal offender.
The jury convicted Locke on all five counts. We find that the district court did not plainly err in failing to strike witnesses’ brief, candid use of the words “fraud” and “misrepresentation” while testifying about the significance of false information in Locke’s loan applications, so we affirm her conviction.
The district court sentenced Locke to seventy-one months’ imprisonment and ordered her to pay restitution, basing part of both the length of her sentence and the amount of restitution on conduct not necessarily encompassed in her charges of conviction. Because the district court’s findings were insufficient to support this judgment, we vacate Locke’s sentence and restitution order and remand for resentencing proceedings.
I. Background
Locke found herself mired in debt following the collapse of her family’s childcare business in the late 1990s. Seeking *237 to repair her credit, she purchased a book that detailed plans for escaping former credit problems. It included an advertised — though illegal — method for obtaining a new Social Security Number (SSN). She claims to have followed the book’s guidance and instructions “to the letter,” changing the addresses she used in correspondence and documents, obtaining a new SSN and social security card, and obtaining lines of credit through services advertised in the book.
By 2002, Locke had also become a licensed realtor and a licensed principal broker in the state of Indiana. She began purchasing and arranging for the purchase of residential properties in and around Indianapolis to use as rental units. Over the course of her transactions, Locke’s methods became questionable and, ultimately, criminal. She received money from rushed closings for contracting work she never had completed, used false addresses in invoices from companies that did not exist, submitted loan applications with inflated incomes and account balances, and submitted forged documentation in support of loan applications.
A grand jury returned an indictment against Locke and her acquaintance, Beverly Ross, charging the pair with one count of conspiracy to commit wire fraud and a combined total of thirty-six counts of wire fraud that each involved a specific property. Locke was charged by herself with wire fraud in five of those counts (comprising the “Locke transactions”) and was charged with aiding and abetting wire fraud in nine others. Ross pled guilty to one of the charged counts, leading the government to dismiss the others against her, while Locke proceeded to trial.
The government chose to present evidence only on the five counts involving the Locke transactions (Counts 8, 9, 10, 11, and 14). Each of the five underlying real estate transactions occurred between January and May 2005, and all five properties were in foreclosure within months — no more than one payment having been made on any property. In each transaction, Locke submitted a loan application with falsified information and supporting documentation. To prove the materiality of Locke’s falsehoods, the government called seven witnesses representing the lenders or mortgage brokers involved in the five Locke transactions. Each testified as to the influence of the inaccurate information in the lending decision, using variations of the words “fraud” or “misrepresentation” in doing so. We recount the testimony at issue in detail due to the importance of its context:
• Steven Newcomb testified for the wholesale lender involved in the Count 8 transaction. Asked whether the lender would have funded the loan if it had known the listed SSN had not been issued by the government, New-comb answered that it would not “because we would not have an accurate representation of the borrower’s full credit and credit rating and credit history.” Asked if repeated inaccuracies would influence the decision, Newcomb answered in the affirmative because “it would just be a blatant misrepresentation of the borrower’s credit.”
• Mortgage broker Scott Chinn testified that if he had known the SSN listed in Counts 8 and 10 was false, “it would have killed the loan.” The prosecutor asked why, and Chinn responded, “It’s fraud.” He then explained that the SSN is “how we pull the credit” and “see if the person can pay for the home.”
• Mortgage broker Diane Taylor processed the application in Count 9. She testified that she would have denied the loan had she known of the substan *238 tially lower income Locke reported in other applications: “[Tjhere would be some misrepresentation. There was ... quite a variance in income ... which would trigger to the underwriter that there was something not exactly correct....”
• Pamela Ingalls, testifying as to Count 10, was asked how knowledge of the false SSN would have affected her lender-employer’s decision on her loan. She answered that it would have been “fraudulent information on the loan application,” noting that her lender would not have funded the loan. In-galls was then asked how the credit decision would have been impacted by a discrepancy in how Locke reported her income on applications to different lenders. She responded that it would have changed the outcome because “fraudulent information may have been provided.”
• James Orr, an officer for the mortgage placement firm involved in Count 11, was asked whether his firm would have forwarded the application to a lender had it known that the provided SSN was not legally issued. He responded that “we wouldn’t have ... [b]ecause it is obviously a misrepresentation of the facts with a [SSN] that does not belong to our applicant.” He also explained that the income discrepancy would likewise have thwarted Locke’s loan application, “[b]ecause it is a misrepresentation of the income based on other information that was available.”
• Vicky Bonardi, the operations manager for the Count 11 firm, testified that the lender would not have funded the loan knowing the SSN or the stated income were misrepresented because the falsehoods would prevent the lender from verifying employment or income stability. She answered that the loan would not have closed if the lender had known of a falsified address in the application packet because “there’s obviously some what we call funny business or misrepresentation.”
• Peggy Cansdale stated that, if her lender employer had known the SSN on the loan application in Count 14 was not Locke’s assigned number, it “wouldn’t have made the loan.” Asked why, she said, “Fraud. It would be fraud on the loan. The credit doesn’t belong to her, and documents have been altered.” At the end of her testimony, she noted her company’s lending policy: “Even if [a credit profile] is misrepresented once, we kill it. We have a zero tolerance for fraud.”
Locke testified on her own behalf at trial, asserting a good-faith defense. She insisted she had merely relied on the instructions in the credit-repair book, never believing her actions to be illegal or deceitful. She urged that she was not the source of much of the inaccurate information in the applications and that she was unaware that any lender had ever been misled. She also denied having forged or falsified any document.
The jury was not convinced. After the government rested its case without presenting evidence as to the conspiracy or aiding and abetting charges, Locke moved for a judgment of acquittal on those charges. The district court ultimately granted her renewed motion and instructed the jury as to the wire fraud charges only, focusing on the specific intent requirement. The jury found Locke guilty on each of the five remaining counts.
At the sentencing hearing, the district court sustained one of Locke’s objections to the presentence report (PSR). It then calculated her offense level to be 25 — a base offense level of 7 for an offense in *239 volving fraud, increased by 16 points because the loss amount exceeded one million dollars, further increased by 2 points because the offense involved ten or more victims. Because Locke had no prior criminal history, the district court calculated the advisory range to be 57 to 71 months. After considering all relevant factors, the district court sentenced her to 71 months’ imprisonment. It also ordered her to pay $2,360,914.51 in restitution to thirteen victims. In its subsequent statement of reasons, the district court adopted the PSR, except for the recommendation it had rejected at the sentencing hearing. Locke timely appealed.
II. Analysis
Locke presents three issues on appeal, challenging both her conviction and sentence. She first argues that her conviction must be reversed because the district court erred in not striking inappropriate testimony from certain government witnesses. She alternatively argues that we must remand this case for resentencing because the district court erroneously based her sentence length and restitution order on unconvicted conduct. We will address each issue in turn.
A. Challenge to Conviction
For the first time on appeal, Locke contends that the district court erred by not striking a portion of the testimony from each of seven government witnesses. Because she neither objected to their testimony nor requested a limiting or curative instruction, we review this issue for plain error only.
United States v. Noel,
Specifically, Locke takes issue with the witnesses’ use of the words “fraud” and “misrepresentation” in their responses to prosecutors’ questions about the significance of false information on Locke’s loan applications according to the lenders’ underwriting guidelines. Her arguments may be distilled to two salient contentions. First, these witnesses should not have been allowed to testify as to their opinions, which she describes as reaching legal conclusions and commenting on her intent. Second, their testimony misled the jury, effectively instructing it that incorrect information on loan applications amounts to fraud per se, thus eliminating the specific intent element of wire fraud. 1
1. Admissibility of Lay Witness Opinion Testimony
We begin by noting these witnesses were not testifying as experts. The Federal Rules of Evidence limit — but do not bar — lay witnesses’ ability to testify as to their opinions and inferences, even about ultimate issues in the case.
2
In some situ
*240
ations, even “lay opinion testimony as to the mental state of another is indeed competent,”
United States v. Bogan,
Locke argues that the witnesses’ answers should have been stricken because their opinions, which bordered on legal conclusions, were inherently unhelpful. She cites
United States v. Van Eyl,
Locke also relies upon an isolated line from our decision in
United States v. Noel
for her argument that lay witnesses’ legal conclusions are impermissible: “We have held repeatedly that lay testimony offering a legal conclusion is inadmissible because it is not helpful to the jury, as required by 701(b).”
We decline Locke’s invitation to glean too broad a rule from Noel. Properly read, Noel underscores two points relevant to this case. First, a lay witness’s opinion or inference testimony must be helpful to the *241 finder of fact in order to be admissible. Id. at 496. Second, a witness’s opinion that the facts in a case meet the elements of the charged crime will likely constitute unhelpful testimony because it merely tells the jury what result to reach. Id. at 497. Neither of these two propositions shows that the district court committed any clear or obvious error here.
2. Propriety of the Witnesses’ Testimonies
To convict Locke, the government needed to prove that the inaccuracies in her loan applications and real estate transaction documents were material.
Neder v. United States,
The witnesses were officers or employees of the mortgage brokerages or lenders involved in the Locke transactions. As shown by the sequence of questions and responses recounted above, the government introduced each witness to testify as to the prevalence of the false information in the loan documents and the significance of the falsehoods under the lenders’ guidelines. We easily conclude that their opinions about the falsehoods’ influence on the loan decisions would have helped the jury reach a conclusion regarding the materiality element of the wire fraud charges.
Having found that the testimony could have been helpful, we consider whether the testimony impermissibly communicated that the facts in Locke’s case met the elements of wire fraud — that is, whether the challenged testimony merely told the jury what conclusion to reach. Had the prosecutors deliberately elicited testimony about whether Locke knowingly made a material misrepresentation to deprive the lenders of money, their questions “would have required an answer in the form of a legal conclusion that would have been unhelpful opinion testimony.”
United States v. Hach,
Locke asserts that the mere use of the words “fraud” and “misrepresentation” conveyed the witnesses’ “unexpressed, and perhaps erroneous, legal standards to the jury.”
Torres v. Cnty. of Oakland,
By distinct contrast, the prosecutors’ questions here did not invoke any of the wire fraud statute’s language,
4
and they
*242
did not call for opinions on whether its elements were fulfilled. The witnesses’ responses likewise neither approached the statutory language nor commented on Locke’s specific intent in any way. Rather, each witness explained why the loan in question would have been disapproved by using “fraud” or “misrepresentation” in a colloquial sense, employing the vernacular of their financial professions.
See United States v. Hearst,
Neither did the prosecutors’ questions or the witnesses responses call the jurors’ attention to Locke’s intent — though even if they had, such testimony is not necessarily inappropriate.
See. Bogan,
Had Locke properly preserved this issue for review,
see
Fed.R.Evid. 103, we might have determined that the district court abused its discretion by not striking the testimony at Locke’s request.
See United States v. Wantuch,
Locke’s second contention — that the challenged testimony misled jurors by giving them “de facto” instructions on the law — achieves little more traction. We can imagine that the witnesses’ use of “fraud” and “misrepresentation” may have confused the jury as to wire fraud’s elements, at least initially.
See United States v. Baskes,
Finally, we do not find that Locke’s substantial rights could have been affected by any error in failing to strike the testimony. The evidence against her was diverse and robust, including proof of multiple forgeries, falsified account balances and incomes, and use of phony businesses and addresses. Locke’s good-faith defense required the jury to disbelieve her family members’ testimony about forgeries and faxing a document on Locke’s behalf; to blame mortgage brokers for falsified residential leases, inaccurate income and account balance reporting in loan applications, and fake addresses on documents; and to disregard fake invoices from Locke’s purported vendors. We conclude that Locke would not have been acquitted had the district court struck the sporadic, repeated use of two words with potential legal baggage in the course of otherwise appropriate questioning and testimony.
See United States v. Avila,
In summary, we do not find that the district court plainly erred in failing to strike the witnesses’ challenged testimony sua sponte. The testimony was helpful to the jury, as it shed light on the materiality element of wire fraud. The testimony neither told the jury what conclusion to reach nor instructed the jury that wire fraud is a strict liability crime. Further, the overwhelming evidence in the case would have led to Locke’s conviction even in the absence of this testimony. Accordingly, her convictions must stand.
B. Challenges to Sentencing
Locke contends that we must remand her case for resentencing even though we find her conviction to be sound. She presents two issues with the sentencing court’s judgment. Her first issue involves the length of her incarceration, while the second involves the amount of restitution ordered. Both issues turn, however, on whether the district court erroneously considered unconvicted conduct in arriving at its conclusions.
1. Offense Level and the Number of Victims
To determine the guidelines-recommended sentence, the district court needed to determine both the amount of loss and the number of victims involved in Locke’s crimes.
See
U.S.S.G. § 2B1.1(b)(1)-(2). Locke acknowledges that both factors must include conduct relevant to, but not specified within, her counts of conviction— that is, acts “that were part of the same course of conduct or common scheme or plan as the offense of conviction.” U.S.S.G. § 1B1.3(a)(2).
See also United States v. Smith,
During Locke’s sentencing hearing, the district court calculated Locke’s offense level to be 25 by including a two-level increase because her offenses involved ten or more victims. See U.S.S.G. § 2B1.1(b)(2)(A). The prosecutors had presented their view of Locke’s entire fraudulent scheme during sentencing arguments, urging the district court to adopt the unconvicted counts as relevant conduct in sentencing. The government concedes that the five counts on which Locke was convicted did not involve ten or more victims, but argues that the district court correctly found that the victims involved in the dismissed counts should be included in the offense level calculation because they were directly harmed by Locke’s “relevant conduct.”
The district court noted that the issue before it in setting the offense level was “whether the conduct that was charged and the other counts that weren’t tried amounts to relevant conduct.” (Sent. Tr. at 19.) It then stated that “the law in relevant conduct is fairly clear and adequately cited by the Government. It causes the Court to find that 2 points extra is correct.... It is relevant conduct because of the case law ... cited by the Government.” Id. Later, when discussing its guidelines range calculation, the district court explained that the amount of money and the number of victims involved impacted Locke’s range: “I’ve added the 2 points. I think it’s appropriate to talk about ... 10 victims or more because of the relevant conduct in this case.” Id. at 37. The court made no further comments regarding relevant conduct and did not explicitly adopt the PSR at the sentencing hearing.
For the dismissed counts to constitute relevant conduct, the acts in those counts must have been both attributable to Locke and also part of a single scheme common to the counts of conviction.
United States v. Pira,
More importantly, there must be evidence before the sentencing court to support a “relevant conduct” finding. Each case affirming a sentence involving relevant conduct in the face of “a paucity of explicit findings by the sentencing judge,”
Smith,
Locke argues that the district court lacked evidentiary support for its relevant conduct finding. We agree. Nine of the fourteen counts against her were dismissed at trial without any evidence having been presented, and no evidence regarding her participation in the transactions underlying those counts was presented at sentencing. Although the government wished to avoid “putting on several little mini-trials” at sentencing, (Sent. Tr. at 7), it retained the burden of proving that any fraud in those other transactions was attributable to Locke and was part of a common plan.
The government correctly asserts that the district court may rely on uneontested portions of the PSR as findings of fact.
See
Fed.R.Crim.P. 32(i)(3)(A);
United States v. Ali,
In this case, the district court “simply intoned the words ‘relevant conduct’ and pronounced sentence,”
Thomas,
The district court sentenced Locke to 71 months’ incarceration, the top of the 57-to-71-month recommended range it had calculated. Had the additional victims not been included in the offense level calculations, Locke’s offense level would have been 23 (corresponding to a guidelines range of 46 to 67 months). The district court, quite possibly, would have selected the shorter period of 67 months had the “relevant conduct” been excluded, so we do not find this error harmless.
At the same time, we acknowledge that the district court might find — based upon sufficient evidence presented during resentencing — the conduct in the unconvicted counts relevant to Locke’s sentencing. It could then state its findings with specificity and, presumably, enter the same sentence we vacate today. We express no opinion on the propriety of that outcome. Because no particular outcome is certain, we remand for re-sentencing.
See United States v. Zahursky,
2. Restitution Order
Locke also takes issue with the district court’s restitution order based on reasons similar to — but analytically distinct from— her relevant conduct argument. The district court ordered her to pay restitution to thirteen payees in the amount of $2,360,914.51, while her five counts of conviction impacted only seven victims and totaled $1,371,476.51. Because $989,438.00 of the ordered amount was apparently based on non-convicted conduct, Locke concludes, we should vacate the restitution order and remand for determination of an appropriate amount.
We ordinarily review restitution orders for an abuse of discretion, reversing if the district court considered inappropriate factors or failed to exercise its discretion.
United States v. Frith,
Federal courts may only order restitution where specifically authorized or required to by statute.
United States v. Webber,
A wire fraud conviction requires the government to prove that “the defendant participated in a scheme to defraud,”
United States v. Howard,
In constructing a restitution order for Locke’s multiple wire fraud convictions, therefore, the district court should have made specific findings regarding Locke’s scheme or schemes to ensure its order complied with the MVRA.
7
See United States v. Bennett,
The district court’s findings on the record were insufficient to answer that question and support the restitution order it pronounced. The district court never discussed its restitution decision during sentencing. It did increase the offense level by two points based on the involvement of more victims than those listed in the counts of conviction, but it did not explain how those victims were directly harmed by Locke’s scheme or schemes.
See Randle,
The court erred in ordering her to pay restitution to victims not clearly harmed by the conduct in Locke’s counts of conviction, and this error affected her substantial rights.
See Randle,
III. Conclusion
The district court did not plainly err in failing to strike the testimony of government witnesses, so we Affirm Locke’s conviction on five counts of wire fraud. The district court clearly erred, however, in setting Locke’s offense level without making sufficient findings regarding the number of victims involved in her crimes. It also plainly erred in ordering Locke to pay restitution to victims without making sufficient findings regarding the scope of her scheme or schemes to defraud. Accordingly, we Vacate her sentence and restitution order and Remand for resentencing proceedings consistent with this opinion.
Notes
. Conviction under the wire fraud statute, 18 U.S.C. § 1343, requires the defendant to have willfully acted "with the specific intent to deceive or cheat, usually for the purpose of getting financial gain for one’s self or causing financial loss to another.”
United States v. Howard,
. The testimony of a witness "in the form of an opinion or inference otherwise admissible is not objectionable because it embraces an ultimate issue to be decided by the trier of fact.” Fed.R.Evid. 704(a). But the Rules treat inferential testimony of expert and lay witnesses differently. The second half of Rule 704 provides, "No
expert
witness testifying with respect to the mental state ... of a
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defendant in a criminal case may state an opinion or inference as to whether the defendant did or did not have the mental state ... constituting an element of the crime charged----" Fed.R.Evid. 704(b) (emphasis added). "Since neither Rule 701 nor Rule 704(a) limits the subject matter of lay opinion testimony, there is no theoretical prohibition against allowing lay witnesses to give their opinions as to the mental states of others.”
United States v. Rea,
. Lay witness testimony "in the form of opinions or inferences is limited to those opinions or inferences which are (a) rationally based on the perception of the witness, (b) helpful to a clear understanding of the witness' testimony or the determination of a fact in issue, and (c) not based on scientific, technical, or other specialized knowledge within the scope of Rule 702.” Fed.R.Evid. 701. Locke does not attack the witnesses' testimony on the first or third grounds.
. “Whoever, having devised ... any scheme or artifice to defraud, or for obtaining money or property by means of false or fraudulent pretenses, representations, or promises, transmits or causes to be transmitted by means of wire ... communication in interstate ... commerce, any writings ... for the purpose of executing such scheme or artifice, shall be *242 fined under this title or imprisoned not more than 20 years, or both.” 18 U.S.C. § 1343.
. There is some confusion whether Locke preserved her challenge to an offense level increase based on the number of victims exceeding those in her counts of conviction. If Locke forfeited this issue, we would ordinarily review for plain error only.
United States
v.
Salem,
. The government argues that Locke waived any opposition to the restitution order by not objecting to the PSR's proposed restitution amount while she did object to the loss amount, the number of victims, a bankruptcy fraud increase, and the guidelines range. We disagree. Locke continually opposed any sentence based on unconvicted conduct, and any failure to specifically address the paragraph proposing a restitution amount lacked strategic motivation. We,therefore find this issue forfeited, not waived.
United Slates v. Pineda-Buenaventura,
. We caution that this is not the same analysis as in "relevant conduct” determinations, as "relevant conduct” is not within the scope of the MVRA.
Frith,
